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    "goal": "区分行为迁移、token 足迹与解题能力收益",
    "direction": "What Agentic SFT Buys: Rapid Behavioral Convergence, Base-Conditional Capability Gains",
    "status": "完整稿 · 结论有边界",
    "reliable": "行为迁移可测，dense 输入中位数下降 45—53%；小幅解决率差异仍未分辨。[[S1]]",
    "summary": "这篇研究问：用强代理的轨迹训练开放模型，究竟迁移了哪些东西？当前证据支持命令习惯、工具使用和错误恢复向教师接近，并伴随输入 token 足迹下降；解决率的收益则依赖学生起点与任务池。已有完整分析稿，但训练臂可比性、测量口径和最终投稿核对仍需收口。下一步先把最新锚点与正文主张逐项对齐。[[S1]][[S2]]",
    "next": "对齐最终正文、训练臂说明和统计口径，再关闭投稿检查缺口。[[S2]][[S5]]",
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    "recent_changes": [
      "本次页面以 2026-09-06 完整稿及对应记录替换旧 scaffold 印象。锚点显示为已补充；剂量图改为独立实验臂，避免误示同 run 曲线。",
      "来源 SHA 标识本次读取的文件内容；已有审计报告的结论只适用于其记录的版本和范围。未在本次网页制作中执行新的完整性/论文审查。"
    ],
    "constraints": [
      "原始结果、失败和unknown保留，不将缺判分当0。",
      "开始计算任务前核对当前进程、资源与准入收据。",
      "来源变动后核对受影响主张，网页不替代原始证据。",
      "不将s128与s256/s381画成严格同run剂量曲线。",
      "用户关闭的同条件重测与新代嫁接不自行重新启动。"
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      "description": "影响“剂量收敛”和起点条件下的能力解释。",
      "evidence": "s128 与 s256/s381 的 run/context 不同。[[S4]]",
      "attempts": [
        "参见关联证据与历史路线；本次导入没有新增科研尝试。"
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      "unknowns": "具体缺口与现场状态仍需核对，不能从旧记录推断当前进程。",
      "next_action": "逐项对齐正文、表注、图注与训练配置；去除严格受控曲线暗示。",
      "done": "每个训练臂的条件、比较对象和推断范围都能定位；无越界的剂量因果句。",
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      "first_discovered_at": null,
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      "journals": [
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        "2026-09-03",
        "2026-09-05"
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      "status": "待处理",
      "description": "影响可靠性及结束语行为结论。",
      "evidence": "温度扰动不等于同条件重测；结束语没有人工标注。[[S2]][[S5]]",
      "attempts": [
        "参见关联证据与历史路线；本次导入没有新增科研尝试。"
      ],
      "unknowns": "具体缺口与现场状态仍需核对，不能从旧记录推断当前进程。",
      "next_action": "检查全部量尺说明，明确主评分规则与补充异常读数。",
      "done": "温度、异常、标注来源在每个相应结果旁有说明，保持既有关闭实验决定。",
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      "first_discovered_at": null,
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      "category": "写作",
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      "status": "待处理",
      "description": "影响合作者判断哪些内容仍缺，以及投稿准备度。",
      "evidence": "锚点已落地，旧 scaffold README 与早期待办尚未完全同步。[[S1]][[S2]]",
      "attempts": [
        "参见关联证据与历史路线；本次导入没有新增科研尝试。"
      ],
      "unknowns": "具体缺口与现场状态仍需核对，不能从旧记录推断当前进程。",
      "next_action": "建立最终主张—来源清单，完成稿件与引用/匿名/页数检查。",
      "done": "待办逐项有关闭证据；最终审查报告与具体稿件版本绑定。",
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      "first_discovered_at": null,
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      "description": "记录中由用户停止重测、放弃嫁接。",
      "evidence": "记录中由用户停止重测、放弃嫁接。",
      "attempts": [
        "记录中由用户停止重测、放弃嫁接。"
      ],
      "unknowns": "关闭仅适用于该固定路线，不证明同类方法全部无效。",
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      "done": "保留测量限制，不擅自把关闭路线加入近期执行队列。[[S2]]",
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      "status": "已解决",
      "description": "原先需要教师与学生在同一任务上的行为比较。",
      "evidence": "09-06计划记录359 Pro锚点与345 held-out验证分析已落地。[[S2]][[S4]]",
      "attempts": [
        "原先result-to-claim提出补充held-out锚点。",
        "后续锚点分析接入正文和附录。"
      ],
      "unknowns": "解决该缺口不证明跨教师/跨harness泛化。",
      "next_action": "保留来源，最终稿仍核对相应比较范围。",
      "done": "对应锚点分析与正文/附录材料存在。",
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      "done": "产出一份可追溯清单；若某句缺证据，先收窄或删除。",
      "dependencies": [],
      "issues": [
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      "plan_kind": "网页整理的下一步；执行前按原研究协议核对",
      "observed_at": "2026-09-06"
    },
    {
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      "done": "产出一致的正文和图注；需要新实验的强主张改为限制，不自动扩实验。",
      "dependencies": [
        "SFT-T001"
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      "issues": [
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      "plan_kind": "网页整理的下一步；执行前按原研究协议核对",
      "observed_at": "2026-09-06"
    },
    {
      "id": "SFT-T003",
      "title": "最后核对交付版本",
      "status": "待处理",
      "action": "完成前两步后，对目标会议规则、论断、引用、匿名与 PDF 做最终检查。",
      "done": "检查与稿件哈希绑定，仍有缺口就保留 draft；全部关闭才判断可交付。",
      "dependencies": [
        "SFT-T002"
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      "issues": [
        "SFT-I003"
      ],
      "plan_kind": "网页整理的下一步；执行前按原研究协议核对",
      "observed_at": "2026-09-06"
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  ],
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    {
      "id": "SFT-E001",
      "title": "dense native 与 SFT",
      "purpose": "核对当前主张的证据范围；详见原文设置。",
      "setup": "Bash-JS 为 log₂ Jensen–Shannon 距离，比较 Pro 上命令头词分布与教师参考，越小越近。输入为每题累计输入 token 的中位数，单位 M；解决率使用 Pro 731、Verified 500 的固定分母，异常 trial 在主表算未解出。[[S3]]",
      "result": "Bash-JS：0.202 → 0.069 / 0.053 / 0.050；Pro 分数 50.1 → 49.7 / 52.8 / 51.0%。",
      "interpretation": "行为明显靠近教师，但分数没有同样单调的关系。顺序为 s128/s256/s381，不作同 run 因果曲线。[[S3]][[S4]]",
      "technical_status": "已记录",
      "scientific_status": "限于来源范围",
      "cost": "按来源的输入、输出、服务时间与GPU小时口径阅读，未知不补零。",
      "observed_at": "2026-09-06",
      "sources": [
        "S3",
        "S4"
      ],
      "issues": [
        "SFT-I001"
      ]
    },
    {
      "id": "SFT-E002",
      "title": "裸基座对照",
      "purpose": "核对当前主张的证据范围；详见原文设置。",
      "setup": "Bash-JS 为 log₂ Jensen–Shannon 距离，比较 Pro 上命令头词分布与教师参考，越小越近。输入为每题累计输入 token 的中位数，单位 M；解决率使用 Pro 731、Verified 500 的固定分母，异常 trial 在主表算未解出。[[S3]]",
      "result": "Pro 35.4→44.3%，Δ=+8.89 pp；Verified 52.0→55.4%，Δ=+3.40 pp。",
      "interpretation": "一个裸基座的 Pro 收益可见；Verified 的差值在原审查中仍不确定。[[S3]][[S6]]",
      "technical_status": "已记录",
      "scientific_status": "限于来源范围",
      "cost": "按来源的输入、输出、服务时间与GPU小时口径阅读，未知不补零。",
      "observed_at": "2026-09-06",
      "sources": [
        "S3",
        "S6"
      ],
      "issues": []
    },
    {
      "id": "SFT-E003",
      "title": "已后训练 dense 臂",
      "purpose": "核对当前主张的证据范围；详见原文设置。",
      "setup": "Bash-JS 为 log₂ Jensen–Shannon 距离，比较 Pro 上命令头词分布与教师参考，越小越近。输入为每题累计输入 token 的中位数，单位 M；解决率使用 Pro 731、Verified 500 的固定分母，异常 trial 在主表算未解出。[[S3]]",
      "result": "输入中位数从 3.27 M 降到 1.69 / 1.52 / 1.75 M token/题。",
      "interpretation": "输入足迹变化不能简化为能力变化，也不能直接当成净费用。[[S3]]",
      "technical_status": "已记录",
      "scientific_status": "限于来源范围",
      "cost": "按来源的输入、输出、服务时间与GPU小时口径阅读，未知不补零。",
      "observed_at": "2026-09-06",
      "sources": [
        "S3"
      ],
      "issues": []
    },
    {
      "id": "SFT-E004",
      "title": "同任务锚点",
      "purpose": "核对当前主张的证据范围；详见原文设置。",
      "setup": "Bash-JS 为 log₂ Jensen–Shannon 距离，比较 Pro 上命令头词分布与教师参考，越小越近。输入为每题累计输入 token 的中位数，单位 M；解决率使用 Pro 731、Verified 500 的固定分母，异常 trial 在主表算未解出。[[S3]]",
      "result": "359 Pro 教师任务、345 held-out 验证任务进入分析和附录。",
      "interpretation": "原先缺少锚点的问题已有补充，旧待办不能照搬；跨任务行为转移仍受仓库重叠约束。[[S4]][[S5]]",
      "technical_status": "已记录",
      "scientific_status": "限于来源范围",
      "cost": "按来源的输入、输出、服务时间与GPU小时口径阅读，未知不补零。",
      "observed_at": "2026-09-06",
      "sources": [
        "S4",
        "S5"
      ],
      "issues": [
        "SFT-I001",
        "SFT-I002"
      ]
    },
    {
      "id": "SFT-E005",
      "title": "失败结束语标注",
      "purpose": "核对当前主张的证据范围；详见原文设置。",
      "setup": "Bash-JS 为 log₂ Jensen–Shannon 距离，比较 Pro 上命令头词分布与教师参考，越小越近。输入为每题累计输入 token 的中位数，单位 M；解决率使用 Pro 731、Verified 500 的固定分母，异常 trial 在主表算未解出。[[S3]]",
      "result": "110 个 regex-negative 失败结束语未标出承认失败；标注来自模型。",
      "interpretation": "只能解释完成措辞；没有人工标注，不能把 regex 指标称为诚实性评价。[[S5]]",
      "technical_status": "已记录",
      "scientific_status": "限于来源范围",
      "cost": "按来源的输入、输出、服务时间与GPU小时口径阅读，未知不补零。",
      "observed_at": "2026-09-06",
      "sources": [
        "S5"
      ],
      "issues": [
        "SFT-I002"
      ]
    }
  ],
  "decisions": [
    {
      "id": "SFT-D001",
      "title": "语料变体 v13",
      "question": "这条路线是否仍适合承担当前研究主张？",
      "alternatives": [
        "继续作为主方法",
        "保留为诊断/基线",
        "关闭或等待准入"
      ],
      "observation": "同时改变筛选与训练因素，分数与行为响应不完全一致。",
      "choice": "保留为复合变体，不当作某一筛选规则的单独效果。[[S5]]",
      "reason": "以原记录中的证据与门槛为依据，不另造因果解释。",
      "expected": "仅按明确贡献范围继续；未执行计划不能当结果。",
      "actual": "同时改变筛选与训练因素，分数与行为响应不完全一致。",
      "observed_at": "2026-09-06",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "sources": [
        "S5"
      ],
      "issues": [
        "SFT-I002"
      ]
    },
    {
      "id": "SFT-D002",
      "title": "教师同任务锚点",
      "question": "这条路线是否仍适合承担当前研究主张？",
      "alternatives": [
        "继续作为主方法",
        "保留为诊断/基线",
        "关闭或等待准入"
      ],
      "observation": "后续补齐 Pro 与未训练验证任务分析。",
      "choice": "把早期稿缺口更新为已补充，而不是继续展示 DATA_NEEDED。[[S2]][[S4]]",
      "reason": "以原记录中的证据与门槛为依据，不另造因果解释。",
      "expected": "仅按明确贡献范围继续；未执行计划不能当结果。",
      "actual": "后续补齐 Pro 与未训练验证任务分析。",
      "observed_at": "2026-09-06",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "sources": [
        "S2",
        "S4"
      ],
      "issues": [
        "SFT-I001",
        "SFT-I002",
        "SFT-I003",
        "SFT-I103"
      ]
    },
    {
      "id": "SFT-D003",
      "title": "同条件重测 / 新代模型嫁接",
      "question": "这条路线是否仍适合承担当前研究主张？",
      "alternatives": [
        "继续作为主方法",
        "保留为诊断/基线",
        "关闭或等待准入"
      ],
      "observation": "记录中由用户停止重测、放弃嫁接。",
      "choice": "保留测量限制，不擅自把关闭路线加入近期执行队列。[[S2]]",
      "reason": "以原记录中的证据与门槛为依据，不另造因果解释。",
      "expected": "仅按明确贡献范围继续；未执行计划不能当结果。",
      "actual": "记录中由用户停止重测、放弃嫁接。",
      "observed_at": "2026-09-06",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "sources": [
        "S2"
      ],
      "issues": [
        "SFT-I002",
        "SFT-I003",
        "SFT-I103"
      ]
    }
  ],
  "events": [
    {
      "id": "SFT-H001",
      "date": "2026-09-02",
      "title": "建立贡献与证据边界",
      "kind": "补录",
      "occurred_at": null,
      "observed_at": "2026-09-02",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "fields": {
        "当天结论": [
          "建立贡献与证据边界"
        ],
        "完成的工作": [
          "早期 result-to-claim 判 PARTIAL；完整初稿进入写作。[[S6]][[S4]]"
        ],
        "新证据与结果": [
          "早期 result-to-claim 判 PARTIAL；完整初稿进入写作。[[S6]][[S4]]"
        ],
        "判断与决策变化": [
          "补录仅归纳原记录；详细决定与历史结果见关联原文。"
        ],
        "问题变化": [
          "关联问题用于追踪背景；这里不推断当天已解决。"
        ],
        "论文变化": [
          "具体稿件版本见论文栏目；本条历史补录不推断当天改稿。"
        ],
        "下一步与交接": [
          "这是历史记录，当前行动以最新概览和接手包为准。"
        ]
      },
      "sources": [
        "S6",
        "S4"
      ],
      "issues": [
        "SFT-I001"
      ],
      "experiments": [
        "SFT-E001",
        "SFT-E002",
        "SFT-E004"
      ],
      "decisions": [
        "SFT-D002"
      ],
      "tasks": [],
      "artifacts": [],
      "corrects": null
    },
    {
      "id": "SFT-H002",
      "date": "2026-09-03",
      "title": "发现 run 可比性问题",
      "kind": "补录",
      "occurred_at": null,
      "observed_at": "2026-09-03",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "fields": {
        "当天结论": [
          "发现 run 可比性问题"
        ],
        "完成的工作": [
          "s128 不能与另两个点当成同 run 训练曲线。[[S4]]"
        ],
        "新证据与结果": [
          "s128 不能与另两个点当成同 run 训练曲线。[[S4]]"
        ],
        "判断与决策变化": [
          "补录仅归纳原记录；详细决定与历史结果见关联原文。"
        ],
        "问题变化": [
          "关联问题用于追踪背景；这里不推断当天已解决。"
        ],
        "论文变化": [
          "具体稿件版本见论文栏目；本条历史补录不推断当天改稿。"
        ],
        "下一步与交接": [
          "这是历史记录，当前行动以最新概览和接手包为准。"
        ]
      },
      "sources": [
        "S4"
      ],
      "issues": [
        "SFT-I001"
      ],
      "experiments": [
        "SFT-E001",
        "SFT-E004"
      ],
      "decisions": [
        "SFT-D002"
      ],
      "tasks": [],
      "artifacts": [],
      "corrects": null
    },
    {
      "id": "SFT-H003",
      "date": "2026-09-05",
      "title": "验证锚点完成",
      "kind": "补录",
      "occurred_at": null,
      "observed_at": "2026-09-05",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "fields": {
        "当天结论": [
          "验证锚点完成"
        ],
        "完成的工作": [
          "八臂 345 任务的严格与宽松评分需分别读。[[S4]]"
        ],
        "新证据与结果": [
          "八臂 345 任务的严格与宽松评分需分别读。[[S4]]"
        ],
        "判断与决策变化": [
          "补录仅归纳原记录；详细决定与历史结果见关联原文。"
        ],
        "问题变化": [
          "关联问题用于追踪背景；这里不推断当天已解决。"
        ],
        "论文变化": [
          "具体稿件版本见论文栏目；本条历史补录不推断当天改稿。"
        ],
        "下一步与交接": [
          "这是历史记录，当前行动以最新概览和接手包为准。"
        ]
      },
      "sources": [
        "S4"
      ],
      "issues": [
        "SFT-I001"
      ],
      "experiments": [
        "SFT-E001",
        "SFT-E004"
      ],
      "decisions": [
        "SFT-D002"
      ],
      "tasks": [],
      "artifacts": [],
      "corrects": null
    },
    {
      "id": "SFT-H004",
      "date": "2026-09-06",
      "title": "补充锚点并修引用",
      "kind": "补录",
      "occurred_at": null,
      "observed_at": "2026-09-06",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "fields": {
        "当天结论": [
          "补充锚点并修引用"
        ],
        "完成的工作": [
          "359 Pro / held-out 分析落地；引用审计修订。[[S2]][[S7]]"
        ],
        "新证据与结果": [
          "359 Pro / held-out 分析落地；引用审计修订。[[S2]][[S7]]"
        ],
        "判断与决策变化": [
          "补录仅归纳原记录；详细决定与历史结果见关联原文。"
        ],
        "问题变化": [
          "关联问题用于追踪背景；这里不推断当天已解决。"
        ],
        "论文变化": [
          "具体稿件版本见论文栏目；本条历史补录不推断当天改稿。"
        ],
        "下一步与交接": [
          "这是历史记录，当前行动以最新概览和接手包为准。"
        ]
      },
      "sources": [
        "S2",
        "S7"
      ],
      "issues": [
        "SFT-I002",
        "SFT-I003",
        "SFT-I103"
      ],
      "experiments": [],
      "decisions": [
        "SFT-D002",
        "SFT-D003"
      ],
      "tasks": [],
      "artifacts": [],
      "corrects": null
    },
    {
      "id": "SFT-H005",
      "date": "2026-09-06",
      "title": "保留测量限制",
      "kind": "补录",
      "occurred_at": null,
      "observed_at": "2026-09-06",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "fields": {
        "当天结论": [
          "保留测量限制"
        ],
        "完成的工作": [
          "同条件重测停止，未完成结果不加入结论。[[S2]]"
        ],
        "新证据与结果": [
          "同条件重测停止，未完成结果不加入结论。[[S2]]"
        ],
        "判断与决策变化": [
          "补录仅归纳原记录；详细决定与历史结果见关联原文。"
        ],
        "问题变化": [
          "关联问题用于追踪背景；这里不推断当天已解决。"
        ],
        "论文变化": [
          "具体稿件版本见论文栏目；本条历史补录不推断当天改稿。"
        ],
        "下一步与交接": [
          "这是历史记录，当前行动以最新概览和接手包为准。"
        ]
      },
      "sources": [
        "S2"
      ],
      "issues": [
        "SFT-I002",
        "SFT-I003",
        "SFT-I103"
      ],
      "experiments": [],
      "decisions": [
        "SFT-D002",
        "SFT-D003"
      ],
      "tasks": [],
      "artifacts": [],
      "corrects": null
    },
    {
      "id": "SFT-SITE-V2",
      "date": "2026-10-04",
      "title": "研究工作台资料同步",
      "kind": "工作记录",
      "occurred_at": "2026-10-04T11:56:20+08:00",
      "observed_at": "2026-09-06",
      "recorded_at": "2026-10-04T11:56:20+08:00",
      "fields": {
        "当天结论": [
          "研究工作台上线资料整理；没有新增科研实验。"
        ],
        "完成的工作": [
          "建立日报、问题、实验、稿件与完整资料的关联入口。"
        ],
        "新证据与结果": [
          "公开现有来源，所有科研数字沿用各自观察时间。"
        ],
        "判断与决策变化": [
          "科研结论不因网站上线改变；网页用于恢复上下文。"
        ],
        "问题变化": [
          "当前问题按既有证据收录，没有自动关闭。"
        ],
        "论文变化": [
          "保留现有研究说明与PDF版本；未改写论文。"
        ],
        "下一步与交接": [
          "后续参与工作的AI用同步入口更新记录、验证并发布；仅阅读者无需写入。"
        ]
      },
      "sources": [],
      "issues": [],
      "experiments": [],
      "decisions": [],
      "tasks": [],
      "artifacts": [
        "CURRENT_PDF"
      ],
      "corrects": null
    },
    {
      "id": "SFT-BACKFILL-ANCHOR-CLOSURE",
      "date": "2026-10-04",
      "title": "补录已解决的教师锚点缺口",
      "kind": "补录",
      "occurred_at": null,
      "observed_at": "2026-09-06",
      "fields": {
        "当天结论": [
          "历史锚点在09-06已补充；本次只整理问题解决证据，没有新增实验。"
        ],
        "完成的工作": [
          "历史锚点在09-06已补充；本次只整理问题解决证据，没有新增实验。"
        ],
        "新证据与结果": [
          "历史锚点在09-06已补充；本次只整理问题解决证据，没有新增实验。"
        ],
        "判断与决策变化": [
          "历史锚点在09-06已补充；本次只整理问题解决证据，没有新增实验。"
        ],
        "问题变化": [
          "历史锚点在09-06已补充；本次只整理问题解决证据，没有新增实验。"
        ],
        "论文变化": [
          "历史锚点在09-06已补充；本次只整理问题解决证据，没有新增实验。"
        ],
        "下一步与交接": [
          "历史锚点在09-06已补充；本次只整理问题解决证据，没有新增实验。"
        ]
      },
      "sources": [
        "S2",
        "S4"
      ],
      "issues": [
        "SFT-I090"
      ],
      "experiments": [
        "SFT-E004"
      ],
      "decisions": [],
      "tasks": [],
      "artifacts": [],
      "corrects": null,
      "recorded_at": "2026-10-04T12:09:45+08:00"
    }
  ],
  "restricted": [
    {
      "id": "SEALED_TEST",
      "title": "封存测试与任务级标签",
      "path": "原项目的holdout/test材料",
      "availability": "未公开",
      "access": "在原环境按冻结协议与授权访问；发布流程不读取。"
    },
    {
      "id": "LARGE_ARTIFACTS",
      "title": "模型权重与完整轨迹",
      "path": "原项目模型/run目录",
      "availability": "体量过大，未发布",
      "access": "通过原项目文件清单、run身份及授权环境获取。"
    },
    {
      "id": "ACCOUNT_CREDENTIALS",
      "title": "账号凭据",
      "path": null,
      "availability": "不公开",
      "access": "使用已有连接或原环境授权，不写入接手文本。"
    }
  ],
  "manuscript": {
    "title": "What Agentic SFT Buys: Rapid Behavioral Convergence, Base-Conditional Capability Gains",
    "revision": "2026-09-06",
    "pdf_document": "CURRENT_PDF",
    "rows": [
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        "已有草稿",
        "主张与语料规模存在；最终范围仍需与 run 差异核对。[[S1]][[S4]]"
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      [
        "相关工作",
        "已有草稿",
        "引用审计曾修订元数据和引用语境；不等于新颖性获得最终认证。[[S7]]"
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      [
        "语料与实验设置",
        "已有草稿",
        "需把筛选变化、训练配置和异常处理讲成同一口径。[[S3]][[S5]]"
      ],
      [
        "行为、成本与结果",
        "已有草稿",
        "实测表与锚点存在；剂量、温度与 capability 措辞是重点复核项。[[S3]][[S4]]"
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        "讨论 / Limitations",
        "已核对",
        "现稿明确单教师、锚点范围、模型标注、仓库暴露、复合变体与单 rollout 限制。[[S5]]"
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      [
        "附录 / 图表",
        "已有草稿",
        "A—E 在 main.tex 中接入；页面图直接采用主表数值。[[S1]][[S3]]"
      ],
      [
        "引用 / 审查 / PDF",
        "已核对",
        "当前 PDF 与引用审计报告存在；最终全篇论断与提交检查尚未由本页重新认证。[[S7]]"
      ]
    ],
    "notes": [
      "当前稿件已经包含摘要、八个主体章节、Limitations、伦理说明及 A—E 附录。不是最初只有框架的版本；本次核对确认章节和产物存在，但没有新执行全篇科研审查。[[S1]]",
      "计划里的投稿方向属于历史安排，网页不将其中的会议日期或截稿日当成已验证的当前规则。正式交付前应再次核对目标会议、正文页数、匿名和材料要求。完整 PDF 的总页数包含附录，不能当作主文页数。[[S2]]"
    ]
  },
  "background_file": "sft.json",
  "ingested_records": {
    "SFT-BACKFILL-ANCHOR-CLOSURE": "15b7fc2f2e39975177e515af2539da91d69d6667446116184ea8c071faecef8c"
  },
  "release_version": "v2-eb1a844c9b153986",
  "snapshot_recorded_at": "2026-10-04T12:09:45+08:00",
  "source_drift": []
}